starcoder2:7b
OLLAMA GGUFstarcoder2 · 7B · Q4_0
Mar 2, 2026 · Apple M4
qwen2.5-coder:1.5b
OLLAMA GGUFqwen2 · 1.5B · Q4_K_M
Aug 28, 2026 · Intel Core™ i5-10210U
Global Score
35 vs 68
Hardware Fit
97 vs 100
Quality Score
8 vs 54
Hardware
starcoder2:7b qwen2.5-coder:1.5b
MachineMacBook AirLENOVO 20U30029MB
CPUApple M4Intel Core™ i5-10210U
Cores108
RAM32 GB15 GB
GPUApple M4CometLake-U GT2 [UHD Graphics]
OSmacOS 26.3Pop 24.04 LTS
Archarm64x64
Power Modebalancedlow-power
Performance
starcoder2:7b qwen2.5-coder:1.5b
Tokens/sec23.821.8
First chunkN/A499 ms
TTFT251 ms499 ms
Load time0.4 s4.4 s
Memory usage6.3 GB1.5 GB
Memory %20%10%
HW Fit Score Breakdown
starcoder2:7b
Speed
37/50
TTFT
30/20
Memory
30/30
qwen2.5-coder:1.5b
Speed
50/50
TTFT
20/20
Memory
30/30
Quality
starcoder2:7b
Reasoning
0/20
Coding
1/20
Instruction
4/20
Structured
2/15
Math
0/15
Multilingual
1/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor
qwen2.5-coder:1.5b
Reasoning
8/20
Coding
11/20
Instruction
13/20
Structured
11/15
Math
3/15
Multilingual
8/10
Reasoning: Weak Coding: Adequate Instruction Following: Adequate Structured Output: Adequate Math: Poor Multilingual: Strong
Run yours and compare
$
npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest